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Last week, I shared how I began building a real-time Sales Analysis Dashboard to help a client move away from manual Excel tracking.
I’ve now completed the data ingestion pipeline which is the backbone of the system.
What used to take hours of manual updates now happens automatically within minutes. Each new upload triggers the workflow — no scripts to run, no spreadsheets to merge, no forgotten files.
From a technical side, this decoupled setup means better scalability, error handling, and monitoring. It also shows a clear separation of concerns in terms of processing the data, and from a business side, it means faster insights and fewer mistakes.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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